notesum.ai

Published at November 22

Evaluating LLM Prompts for Data Augmentation in Multi-label Classification of Ecological Texts

cs.CL

cs.CY

cs.SI

Released Date: November 22, 2024

Authors: Anna Glazkova¹, Olga Zakharova¹

Aff.: ¹University of Tyumen, Tyumen, Russia

Arxiv: http://arxiv.org/abs/2411.14896v1

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Characteristic	Training subset	Test subset
Number of posts	913	413
Number of sentences with multi-label markup	2442	1058
Avg symbols per post	880.05 $\pm$ 751.46	908.53 $\pm$ 761.06
Avg symbols per sentence	111.35 $\pm$ 101.23	114.99 $\pm$ 101.73
Number of mentions per practice
Waste sorting	1275	560
Studying the product labeling	55	17
Waste recycling	272	121
Signing petitions	22	31
Refusing purchases	236	75
Exchanging	146	52
Sharing	109	62
Participating in actions to promote responsible consumption	510	209
Repairing	10	3